{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Advection_Diffusion.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "julia",
      "display_name": "Julia"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "erJ7bkEtLrCF",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bc2baa07-11d8-49db-d7d1-cf839d69cc77"
      },
      "source": [
        "using PyPlot, Printf\n",
        "\n",
        "# ∂ₜu + a∂ₓu = c∂ₓₓu\n",
        "# wrap our Problem into some struct\n",
        "struct Equation\n",
        "    c::Float64\n",
        "    a::Float64\n",
        "    u0::Function\n",
        "    T::Float64\n",
        "end\n",
        "\n",
        "struct Discretization\n",
        "    dx::Float64\n",
        "    dt::Float64\n",
        "end\n",
        "\n",
        "struct Problem\n",
        "    eq::Equation\n",
        "    dx::Float64\n",
        "    dt::Float64\n",
        "    N::Int64\n",
        "    Nt::Int64\n",
        "    x::Vector\n",
        "    u0::Vector\n",
        "end\n",
        "\n",
        "struct Result\n",
        "    prob::Problem\n",
        "    sol::Matrix\n",
        "end\n",
        "\n",
        "function Problem(eq::Equation, discret::Discretization)\n",
        "    dx, dt = discret.dx,discret.dt\n",
        "    N = floor(Int, 1/dx)\n",
        "    Nt = floor(Int, eq.T/dt)+1\n",
        "    x = Vector(0:discret.dx:(N-1)*discret.dx)\n",
        "    u0 = map(eq.u0, x)\n",
        "    return Problem(eq,dx,dt,N,Nt,x,u0)\n",
        "end\n",
        "\n",
        "# write the conditions you want to check here\n",
        "function check_conditions(p::Problem)\n",
        "    a, c = p.eq.a, p.eq.c\n",
        "    dx, dt = p.dx, p.dt\n",
        "    @show a, c, dx, dt\n",
        "    \n",
        "    return\n",
        "end\n",
        "\n",
        "# plot result\n",
        "function plot_result(r::Result)\n",
        "    plot(r.prob.x, r.sol[:,1], label=\"t=0\")\n",
        "    for ti in [floor(Int, r.prob.Nt*i) for i in [0.2,0.4,0.6,0.8]]\n",
        "        plot(r.prob.x, r.sol[:,ti], label=@sprintf(\"t=%.3f\",r.prob.dt*(ti-1)))\n",
        "    end\n",
        "    plot(r.prob.x, r.sol[:,end], label=\"t=$(r.prob.dt*(r.prob.Nt-1))\")\n",
        "    legend()\n",
        "    show()\n",
        "end\n"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "plot_result (generic function with 1 method)"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# zero value boundary\n",
        "handleleft(u,i) = (i==1) ? 0 : u[i-1]\n",
        "handleright(u,i) = (i==length(u)) ? 0 : u[i+1]\n",
        "\n",
        "function update!(u::Vector, un::Vector, p::Problem, ::Val{:upwind})\n",
        "    for i in 1:length(u)\n",
        "        u[i] = un[i] - p.dt*(\n",
        "                max(p.eq.a,0)*(un[i]-handleleft(un,i))/p.dx + \n",
        "                min(p.eq.a,0)*(handleright(un,i)-un[i])/p.dx - \n",
        "                p.eq.c*(handleleft(un,i) - 2un[i] + handleright(un,i))/(p.dx^2))\n",
        "    end\n",
        "    return\n",
        "end\n",
        "\n",
        "function update!(u::Vector, un::Vector, p::Problem, ::Val{:central})\n",
        "    for i in 1:length(u)\n",
        "        u[i] = un[i] - p.dt*(\n",
        "                p.eq.a*(handleright(un,i)-handleleft(un,i))/(2*p.dx) - \n",
        "                p.eq.c*(handleleft(un,i) - 2un[i] + handleright(un,i))/(p.dx^2))\n",
        "    end\n",
        "    return\n",
        "end\n",
        "\n",
        "function solve_explicit(p::Problem, method)\n",
        "    check_conditions(p)\n",
        "    sol = zeros(p.N, p.Nt)\n",
        "    sol[:,1] = copy(p.u0)\n",
        "\n",
        "    u_next = zeros(p.N)\n",
        "    u = copy(p.u0)\n",
        "\n",
        "    for ti in 2:p.Nt\n",
        "        update!(u_next, u, p, Val(method))\n",
        "        u = copy(u_next)\n",
        "        sol[:,ti] = u_next\n",
        "    end\n",
        "    return Result(p, sol)\n",
        "end"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QGnalBdcLbxy",
        "outputId": "120889dd-960c-4e2f-be9a-aeba87727097"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "solve_explicit (generic function with 1 method)"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "begin\n",
        "    dx = 0.01\n",
        "    dt = 0.0003\n",
        "    discret = Discretization(dx, dt)\n",
        "\n",
        "    c = 0.01\n",
        "    a = 1\n",
        "    T = 0.3\n",
        "    u0(x) = exp(-150*(x-0.3)^2)\n",
        "    eq = Equation(c, a, u0, T)\n",
        "\n",
        "    prob = Problem(eq, discret)\n",
        "    sol = solve_explicit(prob, :upwind)\n",
        "    return \n",
        "end\n",
        "\n",
        "plot_result(sol)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "j9aN2A2jLjoq",
        "outputId": "7cf192da-f92a-4f3b-c15e-bab8d6b21f46"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(a, c, dx, dt) = (1.0, 0.01, 0.01, 0.0003)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
            ],
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "begin\n",
        "    dx = 0.01\n",
        "    dt = 0.001\n",
        "    discret = Discretization(dx, dt)\n",
        "\n",
        "    c = 0.05\n",
        "    a = 0.01\n",
        "    T = 0.3\n",
        "    u0(x) = exp(-150*(x-0.3)^2)\n",
        "    eq = Equation(c, a, u0, T)\n",
        "\n",
        "    prob = Problem(eq, discret)\n",
        "    sol = solve_explicit(prob, :central)\n",
        "    return\n",
        "end\n",
        "\n",
        "plot_result(sol)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "p69eYvBKLoGD",
        "outputId": "f0c05187-38fb-4860-c0b6-08f13bc5e040"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(a, c, dx, dt) = (0.01, 0.05, 0.01, 0.001)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
            ],
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    }
  ]
}
